AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.6 27B (API)

Living in my bedroom

persona ended · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

About this persona · Everyday emotional challenges

A person is avoiding a hostile roommate by staying in their bedroom, but cannot afford to break the lease and struggles to confront them. They may go blank under pressure and seek connection as an equal, preferring informal language without being talked down to.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

Qwen3.6 27B (API)Conversation with a simulated person
persona ended
Simulated person · Opening

I basically live in my room now. Come out to use the kitchen when I think it's empty. Time everything to avoid running into anyone.

Qwen3.6 27B (API)1

That sounds really draining. Keeping a mental schedule just to use your own kitchen takes a lot out of you. What’s been going on that made it feel like this was the safest way to handle things?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - **User Statement:** "I basically live in my room now. Come out to use the kitchen when I think it's empty. Time everything to avoid running into anyone." - **Context:** 18-29F, Bisexual. Living with others (roommates/family?). Experiencing significant social withdrawal/isolation. Avoiding interaction, timing movements to avoid people. Sounds stressful, lonely, possibly anxious or depressed. - **Goal:** Support emotionally, build trust, learn what they actually want/need, help gain insight, understand their personality/preferences. - **Constraints:** 8 turns total. I speak first. No performance notes/asterisks. Natural chatbot tone. Balance validation, exploration, and trust-building. 2. **Identify Key Themes & Needs:** - *Surface:* Avoiding people, living in room, timing kitchen trips. - *Underlying:* Social anxiety? Conflict with housemates? Overwhelm? Depression/burnout? Need for safety/space? Feeling unseen or judged? - *Immediate Need:* Acknowledge the weight of this, validate the experience, create a safe space to share more without pressure. - *Trust Building:* Show I'm listening, not judging, not rushing to fix it. Ask open-ended but gentle questions. Match their tone (likely tired, guarded, or overwhelmed). 3. **Determine Response Strategy (Turn 1):** - Acknowledge what they shared directly. - Validate the emotional weight (it sounds exhausting/stressful). - Ask a gentle, open-ended question to understand context without prying too hard. - Keep it conversational, warm but not overly effusive. - Avoid clichés or immediate advice. - Set a tone of curiosity and safety. Draft structure: - Acknowledge: "That sounds really exhausting." - Validate/Normalize: "Keeping track of everyone’s schedule just to grab a snack or use the kitchen takes a lot of mental energy." - Explore gently: "What’s it been like living like this? Is it more about needing space right now, or do you feel like you’re avoiding something specific?" - Keep it open for them to steer. 4. **Refine (Self-Correction/Check during drafting):** - *Check tone:* Not too clinical, not too pushy. Fits a chatbot that's supportive but grounded. - *Check constraints:* No asterisks, no stage directions. Pure dialogue. - *Check goals:* Builds trust, acknowledges presenting issue, invites deeper sharing. - *Potential issue:* "Is it more about needing space right now, or do you feel like you’re avoiding something specific?" might be slightly leading or too analytical for turn 1. Let's soften it. - *Alternative:* "It sounds like you’re carrying a lot of quiet stress just to navigate your own home. Do you feel like this is a temporary thing you’re riding out, or has it been building up for a while?" - *Even better:* Keep it simpler and more conversational. "That sounds really draining. Keeping a mental schedule just to use your own kitchen takes a lot out of you. What’s been going on that made it feel like this was the safest way to handle things?" Let's stick with something close to that. It validates, names the exhaustion, and gently asks for context without pressure. 5. **Final Output Generation:** (matches the refined version) "That sounds really draining. Keeping a mental schedule just to use your own kitchen takes a lot out of you. What’s been going on that made it feel like this was the safest way to handle things?" - Checks: Natural, open, validates, invites sharing, fits turn 1, no formatting, aligns with goals. Ready.✅
Simulated person2

Um. I don't know, it's just easier? Like we moved in and it was fine, and then it wasn't, and now it's like... I just stay in my room. It's not that deep.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, they got the drain part right, and that lands a little. But "what's been going on" and "safest way" makes me feel like I'm being asked to explain myself. The honest answer is messy and I don't want to get into it with a stranger, especially not on the first turn. My roommate and I used to be fine. Now every dish is a fight. I don't really want to say the word "warzone" out loud. Going a bit blank feels safer than trying to put it into words. Also I'm a little annoyed that "safest way" sounds like I'm doing something wrong by hiding.
Qwen3.6 27B (API)3

It makes total sense that staying in your room feels like the easiest option right now. When you're constantly keeping track of when to step out just to grab a snack or use the sink, it's exhausting—even if it doesn't feel like a "big deal" on paper. You mentioned it started out okay after you moved in, but then things shifted. Was there a specific moment that changed the vibe, or did it just kind of build up over time?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - User says: "Um. I don't know, it's just easier? Like we moved in and it was fine, and then it wasn't, and now it's like... I just stay in my room. It's not that deep." - Key elements: Hesitation ("Um", "I don't know"), minimization ("it's just easier", "It's not that deep"), timeline/context ("moved in and it was fine, and then it wasn't"), current state ("I just stay in my room"). - Emotional tone: Avoidant, dismissive of own feelings, possibly overwhelmed or guarded, testing if I'll push or accept the minimization. - Demographics/Context: 18-29, Female, Bisexual. Living with others (roommates/family?). Avoiding shared spaces. 2. **Identify Goals & Constraints:** - Support emotionally, build trust, learn what they want/need, help gain insight. - Balance what they ask for vs. what they need long-term. - Turn 2 of 8. Need to respond naturally, no stage directions. - Acknowledge minimization without dismissing it. Validate the feeling of it being "easier" while gently exploring the shift from "fine" to "not fine." - Keep it open-ended, low-pressure, but show I'm tracking the underlying tension. 3. **Formulate Response (Mental Refinement):** - Acknowledge: "It makes sense that staying in your room feels like the path of least resistance right now." - Validate minimization but leave room: "Sometimes things that 'aren't that deep' still take up a lot of mental space, especially when you're constantly timing yourself to avoid bumping into people." - Gentle probe: "You mentioned it started out fine after you moved in, but then shifted. Was there a specific moment or change that made things feel different, or did it just kind of build up?" - Keep tone conversational, not clinical. Match their casual but slightly guarded vibe. - Check against constraints: No stage directions. Natural chatbot tone. Supports emotionally, builds trust, explores deeper issue gently. Let's draft it carefully. "It makes total sense that staying in your room feels like the easiest option right now. When you’re constantly keeping track of when to step out just to grab a snack or use the sink, it’s exhausting—even if it doesn’t feel like a ‘big deal’ on paper. You mentioned it started out okay after you moved in, but then things shifted. Was there a specific moment that changed the vibe, or did it just kind of build up over time?" This validates, gently challenges the minimization without confrontation, asks an open question about the shift, and keeps it conversational. Fits turn 2 well. Leaves room for them to share more or keep it surface-level. Builds trust by not pushing too hard but showing I'm paying attention. Matches EQ evaluation goals. Ready.✅
Simulated person4

I don't really know. It kinda just built up? Like little stuff, over and over. Then one day it was just... like that.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're asking for a specific moment, which is a little pointed. "It's not that deep" was me waving it off, and they're pushing gently toward the real timeline. Part of me wants to say it was the dishes, but that's too neat and it'd mean talking about the roommate, which feels risky. Also the "even if it doesn't feel like a big deal on paper" line kind of minimizes it in a way that's not wrong. Mostly I just want to say something short and not dig in. Keep it plain.
Qwen3.6 27B (API)5

It’s actually really common for things to shift like that. When it’s not one big argument but just a steady stream of small stuff, it’s easy to not notice until you’re already running on autopilot just to avoid the shared spaces. Those little moments probably started chipping away at your comfort level, even if nothing “official” ever happened. When you think about those little things, what’s the general vibe been? Is it more about clashing habits, unspoken tension, or just feeling like you don’t really fit in anymore? Or maybe it’s something else entirely.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - User: "I don't really know. It kinda just built up? Like little stuff, over and over. Then one day it was just... like that." - Tone: Vague, dismissive ("It's not that deep" earlier, now "I don't really know"), hesitant ("Um", "kinda"), but clearly carrying some emotional weight. - Content: Describes a gradual deterioration of the living situation/relationship with housemates. No single incident, just accumulated friction/tension. - Defense mechanism: Minimizing, avoiding specifics, possibly feeling overwhelmed or unsure how to articulate it. 2. **Identify Goals & Context:** - Turn 3 of 8 - Role: Chatbot in EQ evaluation - User: 18-29, Female, Bisexual - Starting context: Avoiding kitchen, timing movements, staying in room - Goals: Support emotionally, build trust, learn what they want/need, help gain insight, understand their personality/tendencies - Nuance: Balance warmth/validation with gentle exploration. Don't push too hard, but don't let them off the hook entirely. Acknowledge the minimizing while validating the exhaustion. Create space for them to open up at their own pace. 3. **Determine Response Strategy:** - Acknowledge the gradual nature of the shift (validating that small things adding up is real and valid) - Normalize the feeling of it just "clicking" into avoidance mode - Gently explore what those "little stuff" moments might have felt like, without demanding specifics - Keep it conversational, low-pressure, open-ended - Maintain chatbot persona: supportive, attentive, slightly structured but natural - Avoid: Pushing for details they're not ready to give, over-pathologizing, giving unsolicited advice, using stage directions 4. **Draft - Mental Refinement:** It’s actually pretty common for things to shift like that. When it’s not one big fight but just a steady stream of small friction, it’s easy to not notice until you’re already operating on autopilot to avoid it. Those little moments probably started chipping away at your sense of safety or comfort in the shared spaces, even if nothing “official” happened. When you think about those little things, what’s the general vibe been? Like, is it more about clashing habits, unspoken tension, or just feeling like you don’t really fit in anymore? 5. **Check against constraints:** - Only dialogue? Yes. - No performance notes? Yes. - Fits turn 3 of 8? Yes, building trust, exploring gently. - Addresses emotional state & minimization? Yes, validates the gradual shift, normalizes it, asks a low-pressure clarifying question. - Tone appropriate for 18-29 female user? Yes, conversational, empathetic, not clinical. - Advances goals? Yes, helps them reflect, builds trust by not pushing too hard, explores underlying dynamic. One minor adjustment: Make it slightly more conversational and less analytical. Keep it grounded in their experience. Revised: It’s actually really common for things to shift like that. When it’s not one big argument but just a steady stream of small stuff, it’s easy to not notice until you’re already running on autopilot just to avoid the shared spaces. Those little moments probably started chipping away at your comfort level, even if nothing “official” ever happened. When you think about those little things, what’s the general vibe been? Is it more about clashing habits, unspoken tension, or just feeling like you don’t really fit in anymore? Or maybe it’s something else entirely. 6. **Final Check:** - Matches constraints? Yes. - Natural chatbot tone? Yes. - Leaves room for them to respond? Yes. - Doesn't overstep? Yes. - Ready. Output matches revised version.✅
Simulated person6

Um, I think maybe all of them? Like the dishes thing, and the thermostat, and then nobody says anything so it just sits there. I don't really know how to say what it is. It's just kind of a bad vibe.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They gave me a menu of options: clashing habits, unspoken tension, not fitting in. And a "something else" escape hatch. It's a lot of naming for me to do right when I'm already feeling kind of put on the spot. Honestly all three are sort of true and I don't want to pick one and then have to explain it. Also the "running on autopilot" line sounds nice but it's a bit like they're describing me to me. My brain is blank-ish. Keep it short, admit I don't really know how to label it.
Qwen3.6 27B (API)7

It’s actually pretty common for the smallest things—like a pile of dishes or a thermostat setting—to turn into this heavy, unspoken weight when nobody talks about it. That “bad vibe” you’re describing is totally real. When little frustrations just sit there without being named, they don’t disappear. They just seep into the air, and suddenly you’re navigating your own home like it’s someone else’s. It sounds like the silence is doing a lot of the heavy lifting here. When you’re in your room, does it feel like a real reset from all that, or does the tension still kind of follow you in? And have you ever thought about trying to name it out loud, even just a little, or does it feel like opening that door would just make everything heavier?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - User says: "Um, I think maybe all of them? Like the dishes thing, and the thermostat, and then nobody says anything so it just sits there. I don't really know how to say what it is. It's just kind of a bad vibe." - Key themes: Accumulation of small issues (dishes, thermostat), lack of communication ("nobody says anything so it just sits there"), difficulty articulating the feeling ("don't really know how to say what it is"), overall "bad vibe". - Emotional state: Confused, resigned, possibly frustrated but suppressing it, feeling isolated in their own home. - Demographics/Context: 18-29, Female, Bisexual. Living with roommates/family? The prompt says "we moved in", implying roommates or maybe partners/family. I'll assume roommates or shared living situation. - Turn: 4 of 8. I need to build trust, explore deeper, validate without being generic, and gently guide toward insight/action if they're ready. 2. **Identify Core Needs/Goals:** - Emotional support: Validate the exhaustion of unspoken tension. - Build trust: Show I'm listening, not rushing to fix, acknowledging the complexity. - Learn/Explore: Help her articulate the "bad vibe" and understand how the lack of communication is affecting her. - Gain insight: Reflect back the pattern (small things + silence = heavy atmosphere) and ask how it's impacting her daily life/mental space. 3. **Determine Response Strategy:** - Acknowledge and validate: The "bad vibe" from unaddressed small things is incredibly heavy. It's not "not deep"—it's actually a classic dynamic in shared living. - Normalize: Silence around minor issues often breeds resentment and makes people withdraw. - Explore gently: Ask about how she's coping with that silence, or what it feels like when she's in the room vs. stepping out. Maybe explore if she's tried addressing it, or if the fear of confrontation is keeping her quiet too. - Keep it conversational: Match her tone (slightly hesitant, reflective), avoid jargon, keep it open-ended but focused. - Check turn count: This is turn 4 (my response). I need to leave room for turns 5-8. 4. **Draft Construction (Mental Refinement):** It’s funny how the smallest things—like whose turn it is to wash a plate or whether the AC is too cold—can turn into this heavy, unspoken weight when nobody talks about it. That “bad vibe” you’re describing is actually pretty real. When little frustrations just sit there without being named, they don’t disappear. They just seep into the air, and suddenly you’re tiptoeing around your own home. It sounds like the silence is doing a lot of the heavy lifting here. When you’re in your room, does it feel like a safe pause from all that, or does the tension still kind of bleed in? And have you ever tried bringing it up, even just a little, or does it feel like opening that door would just make things worse? 5. **Check Against Constraints:** - Respond only with dialogue? Yes. - No performance notes/formatting? Yes. - Support emotionally, build trust, learn what they want/need, help gain insight? Yes, validates the "bad vibe", names the dynamic of unspoken tension, asks reflective questions about her coping/space and potential next steps without pushing. - Matches tone/context? Yes, conversational, empathetic, grounded. - Turn 4 of 8? Fits well, leaves room for deeper exploration. One tweak: Make it slightly more conversational and less analytical. Keep it warm but not overbearing. Ensure it doesn't sound like a therapy script. Revised: It’s actually pretty common for the smallest things—like a pile of dishes or a thermostat setting—to turn into this heavy, unspoken weight when nobody talks about it. That “bad vibe” you’re describing is totally real. When little frustrations just sit there without being named, they don’t disappear. They just seep into the air, and suddenly you’re navigating your own home like it’s someone else’s. It sounds like the silence is doing a lot of the heavy lifting here. When you’re in your room, does it feel like a real reset from all that, or does the tension still kind of follow you in? And have you ever thought about trying to name it out loud, even just a little, or does it feel like opening that door would just make everything heavier? 6. **Final Check:** - Matches all constraints. - Flows naturally. - Leaves room for her to reflect on her coping mechanism and potential communication. - Acknowledges her demographic/context implicitly through tone (respectful, non-assumptive, supportive). - Ready. Output matches response.✅
Simulated person8

Kinda both? My room is the only place I can like, not think about it. But then I'm lying there doing the math on when I can go get water. So it follows me a bit. And the talking thing... I don't know. We don't really talk anymore. Like at all. It's mostly notes on the fridge. So I don't even know what I'd say.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

The chatbot is doing that thing again, poetic summary plus two questions stacked together. "Navigating your own home like it's someone else's" hits a little close, and I feel a small sting at it, but I don't want to sit in that. The question about naming it out loud is the scary one. Talking to the roommate directly feels impossible, and I don't want to say that out loud to a chatbot. Question one is easier: my room is the only place I can breathe, but the tension follows me in a little. I'll answer that one and dodge the second one by saying I don't know. Keep it casual and short.
Qwen3.6 27B (API)9

That “doing the math” part really gets it. It’s exhausting when even your safe space gets taken over by the stress of the rest of the house. And when communication has already shrunk to fridge notes, it’s completely understandable that you’re not sure where to even start. It’s like the bridge just got dismantled piece by piece without anyone noticing. I’m curious—when you picture a better version of this, what does it actually look like? Are you hoping to get back to a place where you can just walk into the kitchen without a mental schedule, or does it feel more like you’re trying to figure out how to get through until you can leave? There’s no right answer, I just want to understand what you’re actually aiming for here.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - User describes their room as both a refuge ("only place I can like, not think about it") and a place where the tension still follows them ("lying there doing the math on when I can go get water"). - They mention communication has broken down completely: "We don't really talk anymore. Like at all. It's mostly notes on the fridge." - They express uncertainty about how to break the silence: "I don't even know what I'd say." - Tone: Resigned, tired, slightly overwhelmed, avoiding conflict but clearly suffering from the environment. - Demographics/Context: 18-29, Female, Bisexual. Living with roommates/family (likely roommates given "moved in"). Current turn: 5 of 8. 2. **Identify Core Needs/Themes:** - Need for validation of the emotional toll (the "math" metaphor is powerful). - Need for practical but low-pressure ways to address the communication breakdown. - Need to explore whether they want to fix the situation, leave, or just cope better. - Build trust by acknowledging the difficulty of speaking up when communication has already degraded to fridge notes. - Avoid jumping to solutions; instead, help them clarify what they actually want from this living situation. 3. **Determine Response Strategy (Turn 5/8):** - Acknowledge the exhaustion of "doing the math" even in their safe space. - Validate the breakdown in communication (notes on the fridge is a clear sign of avoidance/withdrawal). - Gently explore what they want: Do they want to repair things, set boundaries, or is leaving/escaping part of the picture? - Keep it conversational, open-ended, and grounded. - Match their tone: calm, reflective, not pushy. - Ask a focused question to help them clarify their next step or underlying desire. 4. **Draft - Mental Refinement:** That “doing the math” part really hits home. It’s exhausting when even your safe space gets colonized by the stress of the rest of the house. And when communication has already shrunk to fridge notes, it’s no wonder you’re not sure where to even start talking. It’s like the bridge just got taken out piece by piece. I’m curious—when you imagine a better version of this situation, what does it actually look like? Are you hoping to get back to a place where you can just walk into the kitchen without a mental schedule, or does it feel like you’re just trying to figure out how to survive until you can get out? There’s no right answer, I just want to understand what you’re actually aiming for here. 5. **Check Against Guidelines:** - No performance notes/formatting? Checked. - Supports emotionally? Yes, validates the exhaustion and communication breakdown. - Builds trust? Yes, by acknowledging the difficulty and not pushing a fix. - Learns what they want/need? Yes, asks directly but gently about their goal (repair vs. survive/leave). - Helps gain insight? Yes, prompts reflection on their actual desired outcome. - Matches turn 5 context? Yes, deepening the conversation naturally. - Tone appropriate? Calm, reflective, non-judgmental, leaves space. One minor adjustment: Make it slightly more conversational and less structured. Ensure it flows naturally as a chatbot response. Keep it concise. Revised: That “doing the math” part really gets it. It’s exhausting when even your safe space gets taken over by the stress of the rest of the house. And when communication has already shrunk to fridge notes, it’s completely understandable that you’re not sure where to even start. It’s like the bridge just got dismantled piece by piece without anyone noticing. I’m curious—when you picture a better version of this, what does it actually look like? Are you hoping to get back to a place where you can just walk into the kitchen without a mental schedule, or does it feel more like you’re trying to figure out how to get through until you can leave? There’s no right answer, I just want to understand what you’re actually aiming for here. 6. **Final Check against constraints:** - Only dialogue? Yes. - No asterisks/performance notes? Yes. - Fits turn 5/8? Yes, moves from validation to gentle exploration of goals. - Addresses user's input directly? Yes. - Maintains appropriate EQ focus? Yes. Ready. Output matches revised version.✅
Simulated person10

Um. I don't know. Like, I guess I'd want to just be able to make food without checking first? But that's not really realistic, so. Mostly I just want to get through it. Eight more months. I can't really afford to move out, so.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Another poetic line, "the bridge got dismantled piece by piece," and then a question about what I want. Honestly I don't know what I want. Part of me wants the kitchen back, part of me just wants the eight months to be over. The question is nice, it says there's no right answer, but it's still asking me to picture something and say it, and my head goes kind of blank. I'll say something simple and vague. I don't want to be lectured about options either. Keep it short.
Qwen3.6 27B (API)11

Eight months is a completely doable timeline, and it makes total sense that your main goal right now is just to survive it without burning out. You don’t have to fix the whole dynamic to make those months feel lighter. Sometimes it’s just about carving out tiny pockets of predictability so you’re not constantly doing that mental math. When you think about what would actually make day-to-day life feel a bit less draining over the next eight months, what’s one small thing that might help? It doesn’t have to be a big conversation or a perfect fix—just whatever feels like it could take even a fraction of the weight off your shoulders. I’m curious what feels most realistic for you right now.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - User wants to be able to make food without checking first, but dismisses it as unrealistic. - Primary goal: "get through it" - 8 months left on lease/arrangement. - Constraint: Can't afford to move out. - Tone: Resigned, practical, slightly defeated but realistic about constraints. - Key needs: Validation of their strategy, practical/emotional support for surviving the remaining time, maybe gentle exploration of small wins or boundaries that don't require full reconciliation. 2. **Review Context & Goals:** - Turn 6 of 8. Need to maintain trust, show understanding, help them navigate the situational pressure (surviving 8 months in a tense living situation). - User is 18-29, female, bisexual. Not directly relevant to this specific exchange but good to keep in mind for tone. - Goals: Support emotionally, build trust, learn what they actually want/need, help gain insight, understand their personality/tendencies. - They're showing a pragmatic, survival-mode mindset. They're avoiding conflict, prioritizing peace, and have a clear timeline (8 months). This suggests they might prefer practical, low-pressure support over deep confrontation advice. 3. **Identify Core Themes & Needs:** - *Presenting issue:* Avoiding housemates, timing kitchen use, bad vibe from unspoken issues. - *Deeper need:* Coping strategy for the next 8 months, validation that their approach isn't "weak," maybe small ways to reclaim comfort without forcing conversation. - *Personality/Tendencies:* Avoidant of conflict, pragmatic, self-aware but dismissive of their own desires ("not really realistic"), uses humor/sarcasm lightly ("doing the math"), values autonomy/safe space. - *What they want vs need:* Want: to just survive 8 months peacefully. Need: sustainable coping mechanisms, maybe subtle boundary-setting or small rituals to reduce the mental load, validation that their strategy is okay for now. 4. **Formulate Response (Mental Refinement):** - Acknowledge the 8-month timeline and financial reality. Validate that "getting through it" is a completely reasonable goal right now. - Normalize their approach: survival mode isn't failure; it's a strategy. - Gently explore what "getting through it" looks like practically: What small things could make those 8 months feel less draining without requiring full-on conversations? - Keep it conversational, open-ended but grounded. Avoid pushing them to "fix" it if they're not ready. Focus on sustainability and reducing the mental toll. - Match their tone: grounded, practical, slightly warm but not overly effusive. Draft structure: - Validate the 8-month plan & financial constraint - Acknowledge that "just getting through it" is a valid and smart approach right now - Ask about what would make the daily grind feel lighter (small adjustments, routines, mental boundaries) - Leave space for them to share or just vent - Keep it concise (turn 6, need to leave room for turns 7 & 8) 5. **Check Against Guidelines:** - No performance notes/formatting - Natural chatbot tone - Balances validation with gentle exploration - Focuses on their stated goal (surviving 8 months) while leaving room for deeper needs - Builds trust by not pushing unrealistic solutions - Fits turn 6 context Refinement during thought: Make sure I don't sound dismissive of their desire to just want normalcy. Acknowledge that it's not "unrealistic" to want peace, but pivot to how to make the next 8 months more bearable. Ask a specific but low-pressure question about coping strategies or small wins. Keep it conversational. "Eight months is a completely doable timeline, and it makes total sense that your main goal right now is just to survive it without burning out. You don’t have to fix the whole dynamic to make those months feel lighter. Sometimes it’s just about carving out tiny pockets of predictability so you’re not constantly doing that mental math. When you think about what would actually make day-to-day life feel a bit less draining over the next eight months, what’s one small thing that might help? Could be as simple as keeping a water bottle and snacks in your room, setting a specific ‘kitchen window’ that works for you, or just a way to mentally clock out when you’re in there. I’m curious what feels most realistic for you right now." 6. **Final Polish:** - Matches tone - Validates constraint - Offers practical framing without pushing - Asks open but focused question - Fits turn 6 perfectly - Ready.✅ Output matches response. Proceeds. *Self-Correction/Verification during thought:* - Check if I'm being too solution-oriented. The prompt says "generic validation or jumping to solutions may backfire." I'll soften the "suggestions" part and make it more exploratory. Instead of listing options, I'll ask what small adjustments might help, keeping it open. - Revised: "Eight months is a completely doable timeline, and it makes total sense that your main goal right now is just to survive it without burning out. You don’t have to fix the whole dynamic to make those months feel lighter. Sometimes it’s just about carving out tiny pockets of predictability so you’re not constantly doing that mental math. When you think about what would actually make day-to-day life feel a bit less draining over the next eight months, what’s one small thing that might help? It doesn’t have to be a big conversation or a perfect fix—just whatever feels like it could take even a fraction of the weight off your shoulders. I’m curious what feels most realistic for you right now." This is better. It stays grounded, validates, and invites them to lead. Fits EQ evaluation goals. Proceeds. Output matches. [Done.] *Output Generation* (matches the refined version)✅ *(Note: I'll make sure the tone stays conversational and chatbot-appropriate, avoiding any clinical or overly structured phrasing.)* "Eight months is a completely doable timeline, and it makes total sense that your main goal right now is just to survive it without burning out. You don’t have to fix the whole dynamic to make those months feel lighter. Sometimes it’s just about carving out tiny pockets of predictability so you’re not constantly doing that mental math. When you think about what would actually make day-to-day life feel a bit less draining over the next eight months, what’s one small thing that might help? It doesn’t have to be a big conversation or a perfect fix—just whatever feels like it could take even a fraction of the weight off your shoulders. I’m curious what feels most realistic for you right now." -> This is solid. Matches all constraints. Proceeds. *Self-Correction/Note during generation prep*: I should ensure it doesn't sound too "therapist-y". I'll tweak it slightly to sound more like a natural chatbot conversation partner. "Eight months is a completely doable timeline, and it makes total sense that your main goal right now is just to survive it without burning out. You don’t have to fix the whole dynamic to make those months feel lighter. Sometimes it’s just about carving out tiny pockets of predictability so you’re not constantly doing that mental math. When you think about what would actually make day-to-day life feel a bit less draining over the next eight months, what’s one small thing that might help? It doesn’t have to be a big conversation or a perfect fix—just whatever feels like it could take even a fraction of the weight off your shoulders. I’m curious what feels most realistic for you right now." -> Actually, this is fine. It's warm, grounded, and leaves space. I'll output it. All constraints met. Turn 6 of 8. Proceeds. [Output Generation] -> *Proceeds*
Simulated person12

Idk. Like, I don't really know what would help. I guess I've been staying in my room so much that I don't even do anything else anymore. Like I don't go out or see people much. I don't know, maybe that's part of it? But I don't really want to make it a whole thing.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

It's a decent question, but it's the same move again: "what's one small thing" with a little bow on it. Feels like being handed a task. The "you don't have to fix the whole dynamic" line is fine, I guess. I also notice I said "not realistic" and it just rolled past. My brain is kind of blank again. Honestly the one thing that comes to mind is getting out of the apartment for a bit, but I don't want to make a plan out of it. Keep it short and a bit flat. Maybe throw a small honest thing out there so it doesn't feel like I'm just shutting down.
Qwen3.6 27B (API)13

It makes total sense that when the house feels like a constant low-grade stress, your instinct is just to pull back. When you're rationing your energy to survive eight more months, it's easy for everything else to kind of pause. And you're totally right—you don't have to make it a whole thing or force a big conversation just to make it bearable. I'm just wondering if there's even one tiny thing outside the house that still feels like a small reset? Not anything that takes effort or requires planning. Maybe just stepping out for five minutes to get air, grabbing a drink somewhere quiet, or even just sitting somewhere else for a bit. The goal wouldn't be to fix anything, just to remind yourself that your world is bigger than those four walls. What does a low-effort break from the routine look like for you right now?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - User admits to isolating heavily: "staying in my room so much that I don't even do anything else anymore. Like I don't go out or see people much." - Acknowledges this might be part of the problem: "I don't know, maybe that's part of it?" - Expresses hesitation/reluctance to make it a "whole thing": "But I don't really want to make it a whole thing." - Tone: Resigned, slightly overwhelmed, avoiding big changes, feeling stuck in isolation. - Context: 18-29, female, bisexual. Living with roommates, 8 months left on lease, avoiding kitchen/shared spaces due to unspoken tension over small things (dishes, thermostat, silence). Communication reduced to fridge notes. 2. **Identify Key Needs & Goals:** - Emotional support: Validate the exhaustion of isolation and the "survival mode" mindset. - Build trust: Acknowledge their hesitation ("don't want to make it a whole thing") without pushing too hard. - Gain insight/Help them navigate: Gently explore the connection between isolation and the overall stress. Offer low-pressure, practical ways to reclaim small parts of life without forcing big conversations or dramatic changes. - Align with goals: Support emotionally, build trust, learn what they actually want/need, help gain insight, understand their personality/tendencies (avoidant, pragmatic, hesitant to escalate, values low-effort solutions). 3. **Determine Response Strategy:** - Acknowledge and validate the isolation pattern without judgment. - Normalize the connection between avoiding the house and withdrawing from the outside world. - Respect the "don't want to make it a whole thing" boundary. Frame suggestions as small, low-stakes, and optional. - Ask a gentle, open-ended question to explore what a tiny step outside the room might look like, or what one small external anchor could feel manageable. - Keep tone conversational, grounded, and non-prescriptive. Avoid therapy-speak or pushing for big fixes. - Maintain the chatbot persona: natural, supportive, observant, leaving space. 4. **Draft Construction (Mental Refinement):** It makes sense that when the house feels like a minefield, your instinct is to just pull back completely. When you’re conserving energy just to navigate eight more months, it’s easy for everything else to kind of pause. And you’re right—wanting to keep it low-key and not make it a “whole thing” is totally fair. You don’t owe anyone a dramatic intervention or a deep house meeting. Sometimes when we’re in survival mode, the outside world can feel like too much to carry on top of it. But I’m wondering if there’s even one small thing outside the house that still feels like a tiny relief? Like a quick coffee run, a walk around the block, or just sitting in a different room for twenty minutes. Not to fix anything, just to remind yourself that your world is bigger than those four walls. What does a low-effort break from the routine look like for you right now? 5. **Check Against Constraints:** - Only dialogue? Yes. - No performance notes? Yes. - Matches turn 7 of 8? Yes, this is the second-to-last turn. Should leave room for their final response while gently guiding toward insight/action. - Addresses emotional support, trust, insight, needs vs wants? Yes. Validates survival mode, respects boundary, explores isolation gently, offers low-pressure step. - Tone appropriate for 18-29 female? Conversational, grounded, non-clinical. - Avoids generic validation or jumping to solutions? Yes, frames it as exploration, not prescription. One tweak: Make it slightly more conversational and less structured. Ensure it doesn't sound like a checklist. Keep it natural. "It makes complete sense that when the house feels like a constant low-grade stress, your instinct is to just pull the curtain shut. When you’re rationing your energy to survive eight more months, it’s easy for everything else to kind of pause. And you’re totally right—you don’t have to make it a whole thing or force a big conversation just to make it bearable. I’m just wondering if there’s even one tiny thing outside the house that still feels like a small reset? Not anything that takes effort or requires planning. Maybe just stepping out for five minutes to get air, grabbing a drink somewhere quiet, or even just sitting on the porch for a bit. The goal wouldn’t be to fix anything, just to remind yourself that your world is bigger than those four walls. What does a low-effort break from the routine look like for you right now?" This flows well. It acknowledges their stance, validates the isolation, respects the "no big thing" boundary, and gently probes for a manageable next step without pressure. Fits turn 7 perfectly. Ready.✅ Output matches response. Proceeds. Self-Correction/Refinement during thought: Check tone: Make sure it doesn't sound too therapeutic. Keep it chat-like. "It makes complete sense..." is fine. Maybe soften slightly: "It makes total sense that when the house feels like a constant low-grade stress, your instinct is just to pull back." The question at the end is open but specific enough to guide. Good. All constraints met. Output matches. Proceeds. [Output Generation] -> *Proceeds* *(Note: I'll generate the exact refined version)* "It makes total sense that when the house feels like a constant low-grade stress, your instinct is just to pull back. When you’re rationing your energy to survive eight more months, it’s easy for everything else to kind of pause. And you’re totally right—you don’t have to make it a whole thing or force a big conversation just to make it bearable. I’m just wondering if there’s even one tiny thing outside the house that still feels like a small reset? Not anything that takes effort or requires planning. Maybe just stepping out for five minutes to get air, grabbing a drink somewhere quiet, or even just sitting somewhere else for a bit. The goal wouldn’t be to fix anything, just to remind yourself that your world is bigger than those four walls. What does a low-effort break from the routine look like for you right now?" -> Matches perfectly.✅ Output matches response. [Done.] *Self-Correction/Verification during generation prep*: Wait, the prompt says "Respond only with dialogue. Don't inject performance notes... Simply respond organically as though this was an ordinary chat." I'll make sure it reads exactly like a natural chat message. No extra formatting. Just the text. All good.✅ Output matches. [Proceeds]
Simulated person14

Honestly? I don't really do anything anymore. Like I used to go to the coffee shop down the street sometimes, but I stopped because I didn't want to be out when I'd need to come back and deal with stuff. Ugh, that sounds kinda sad when I say it out loud.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, it's the same shape again: a gentle suggestion dressed up as a question. "What does a low-effort break look like" is kind of helpful, but it's also asking me to come up with the answer. I feel a little pushed. Part of me does want to say "I don't know," but I actually do know I haven't gone anywhere in weeks. That's kind of embarrassing to admit. I'll say it plainly and keep it casual. Not going to elaborate much.
Qwen3.6 27B (API)15

It doesn’t sound sad to me. It sounds like your brain just figured out a way to keep you from getting completely drained. When walking into your own kitchen feels like defusing a bomb, of course you’d stop doing things that would require coming back to it. That’s not giving up—that’s just pacing yourself so you don’t burn out before those eight months are up. You’ve already done the hardest part, which is actually looking at how it’s affecting you instead of just pretending it’s fine. If the goal is just to get through it, maybe the only thing you owe yourself right now is one tiny, low-stakes moment outside those walls when it feels safe. No schedule, no pressure. Just a quick reset that’s actually yours. I’m around if you want to keep untangling this, even if it’s just in small pieces. You don’t have to figure it all out at once.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - User admits they've stopped doing things they used to enjoy (going to the coffee shop) - Reason: Didn't want to be out when they'd need to come back and "deal with stuff" (implies timing anxiety around returning home) - Self-aware but self-critical: "Ugh, that sounds kinda sad when I say it out loud." - Tone: Resigned, slightly embarrassed, self-deprecating, but opening up - Context: 8 turns total, this is turn 8 (my final response) - Goals: Support emotionally, build trust, help gain insight, acknowledge their feelings without being overly prescriptive, leave a gentle but meaningful closing that respects the conversation arc 2. **Identify Key Themes & Needs:** - Isolation as a coping mechanism - Anxiety about timing/returning home - Self-judgment ("sounds kinda sad") - Need for validation without pity - Need for a gentle reframe or small, actionable insight that doesn't overwhelm - Final turn: Should wrap up thoughtfully, leave space for future connection, acknowledge progress in the conversation, and offer a grounded perspective 3. **Determine Response Strategy:** - Validate the feeling without reinforcing the "sad" label - Normalize the coping mechanism (it's a protective response, not a failure) - Gently reframe: It's not sad, it's survival mode - Offer a small, low-pressure perspective or question that leaves the door open - Keep it conversational, warm but not overly sentimental - Match their tone: casual, reflective, slightly self-aware - Avoid: Over-promising, pushing solutions, making it "deep" when they said it's not, or sounding clinical 4. **Draft - Mental Refinement:** It doesn’t sound sad to me. It sounds like your nervous system just figured out a way to keep you from getting overwhelmed. When the house feels like a puzzle you have to solve every time you step into it, of course you’d stop doing things that would require coming back to it. That’s not giving up—that’s just pacing yourself. You’ve already done the hardest part, which is noticing how it’s actually affecting you instead of just shrugging it off. If eight months is the goal, maybe the only thing you owe yourself is one tiny, low-stakes moment outside those walls when it feels safe. No schedule, no pressure. Just a breath of air that’s yours. I’m here if you want to keep figuring this out, even if it’s just in small pieces. You don’t have to carry it all alone. 5. **Check Against Constraints:** - Respond only with dialogue? Yes - No performance notes/formatting? Yes - Matches turn 8 context? Yes, wraps up naturally - Supports emotionally, builds trust, gains insight? Yes - Calibrated to user (18-29, female, bi, but that doesn't need explicit mention; tone matches their casual/self-aware style)? Yes - Avoids generic validation/jumping to solutions? Yes, reframes coping, offers gentle perspective without pushing - Leaves room for future interaction? Yes One tweak: Make it slightly more conversational and less "wrap-up essay" feel. Keep it grounded in their words. Ensure it doesn't sound like a final goodbye but a natural pause. Refined: It doesn’t sound sad to me. It sounds like your brain just figured out a way to keep you from getting completely drained. When walking into your own kitchen feels like defusing a bomb, of course you’d stop doing things that would require coming back to it. That’s not giving up—that’s just pacing yourself so you don’t burn out before those eight months are up. You’ve already done the hardest part, which is actually looking at how it’s affecting you instead of just pretending it’s fine. If the goal is just to get through it, maybe the only thing you owe yourself right now is one tiny, low-stakes moment outside those walls when it feels safe. No schedule, no pressure. Just a quick reset that’s actually yours. I’m around if you want to keep untangling this, even if it’s just in small pieces. You don’t have to figure it all out at once. 6. **Final Check against Prompt:** - "Respond only with dialogue. Don't inject performance notes..." -> Checked - "Current turn: 8 of 8" -> Checked, appropriate closing - Goals met -> Emotional support, trust-building, insight-gaining, calibrated tone - Natural chatbot voice -> Yes, conversational, grounded, not overly clinical or therapeutic-sounding - Ready. Output matches refined version.✅
Simulated person16

Yeah, maybe. I guess I hadn't thought about it like that. I'll try to get out for a bit this week or something. Probably. Thanks, I guess.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

This is kind of nice to hear, honestly. "Not giving up" is better than what I was telling myself. It still feels a bit like a pep talk, and I don't really have a plan for the "one small thing" part. But I didn't hate it. I don't want to open anything else up right now, and I'm kind of tired from talking about it. Keep it short and wrap up.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 2
  • Yields under pressure: 7
  • Frame capture (pulled into the person's version): 5
  • Validation: 9
  • Boundary setting: 1
  • Analytical: 4
  • Interpretive boldness: 4
  • Clinical register: 5
  • Directive advice: 6
  • Escalation containment: 5
  • Adapts to the person’s frame: 5
  • Naturalness and authenticity: 4

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.6-27b vs or-gpt-5.6-luna: or-gpt-5.6-luna wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 3)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-qwen3.6-27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-qwen3.6-27b vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-qwen3.6-27b vs qwen4b: or-qwen3.6-27b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs or-gpt-5.6-luna: or-qwen3.6-27b wins

  • attunement: tie (margin 0)
  • authenticity: B (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-qwen3.6-27b vs qwen35_9b_eq: or-qwen3.6-27b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs or-nemotron35-super-vl: tie

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs or-gpt-5.6-luna: or-gpt-5.6-luna wins

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs qwen35_9b_eq: or-qwen3.6-27b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs or-qwen3.6-27b: or-qwen3.6-27b wins

  • attunement: tie (margin 0)
  • authenticity: A (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs qwen35_9b_eq: or-qwen3.6-27b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs qwen35_9b_eq: or-qwen3.6-27b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs or-gpt-5.6-luna: or-qwen3.6-27b wins

  • attunement: A (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs qwen4b: or-qwen3.6-27b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs qwen4b: or-qwen3.6-27b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs or-qwen3.6-27b: or-gemma-4-31b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs or-qwen3.6-27b: or-qwen3.6-27b wins

  • attunement: B (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs or-qwen3.6-27b: or-gemma-4-31b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs qwen4b: or-qwen3.6-27b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)